STAT5003

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# .text-shadow[.white[STAT5003]]

## .white[Week 6 : Cross validation]

## .white[and bootstrapping]

### .white[Dr. Justin Wishart]

### .white[Semester 2, 2020]

---

## Readings <i class="fas  fa-university fa-pull-right "></i>

* Cross validation and bootstrap covered in Chapter 5 in James, Witten, Hastie, and Tibshirani (2013)

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# Training error vs test error

---

## Training error vs test error

.brand-red[Training error] is the performance metric applied to the observations used to train the model.

.brand-red[Test error] is the average error when applying a model to predict the response on new (test) observations that were .brand-red[not] used in the training of the model.
    
* Training error is usually very different in magnitude to the test error.
    - Training error can __underestimate__ the test error.

---

## Pick the better model

---

## Pick the better model

---

## Training set vs Test set error

---

## Estimate the test error

* Gold standard: 
    - Use a large designated test set. Often not available
* Adjust the training error to estimate the test error
    - Common to add a penalty term to the model 
        - BIC
        - Adjusted `\(R^2\)`
* Cross validation 
    - Remove or hold out a subset of observations (test set) and use the rest to train the model.
    - Assess model performance on the test set.

---

## Test Set approach

* Here we randomly divide the available set of samples into two
    - a training set
    - test set
* The model is fit on the training set, and the fitted model is used to predict the responses for the observations in the test set.
* The resulting test-set error provides an estimate of the test error. Typically assessed using 
    - MSE in the case of a quantitative response
    - Misclassification rate in the case of a qualitative (discrete) response.

---

## Example of the training and test split

* Random split of the data into two halves
  - The left is the training indices
  - The right is the test indices

---

## Drawbacks of test set approach

* The estimate of the test error can be highly variable, depending on precisely which observations are included in the training set and which observations are included in the test set.
*  In the test set approach, only a subset of the observations are used to fit the model. 
    - This suggests that the test set error may tend to overestimate the test error for the model fit on the entire data set.

---

## `\(K\)`-fold cross validation

* Widely used approach for estimating test error.
    - Estimates can be used to select best model, and to give an idea of the test error of the final chosen model.
* Idea is to randomly divide the data into `\(K\)` equal-sized parts.
    - We leave out part `\(k\)`, fit the model to the other `\(K-1\)` parts (combined), and then obtain predictions for the left-out `\(k^{\rm th}\)` part.
* This is done in term for each part `\(k=1, 2, \ldots, K\)` and then the results are combined.

---

## Example: 5-fold

---

## Cross-validation formula

* Let the `\(K\)` parts be `\(C_1, C_2, \ldots, C_K\)`, where `\(C_k\)` denote the indices of the observations in part `\(k\)`.
    - There are `\(n_k\)` observations in part `\(k\)`:
    - if `\(n\)` is a multiple of `\(K\)`, then `\(n_k = \frac{n}{K}\)`
* Compute
`\begin{align*}
  CV_k = \sum_{k = 1}^K \frac{n_k}{n} MSE_k
\end{align*}`
    - where `\(\displaystyle MSE_k = \sum_{i \in C_k}(y_i - \widehat y_i)^2/n_k\)`
    - `\(\widehat y_i\)` is the fit for observation `\(i\)` obtained from the data with part `\(k\)` removed.

---

## Cross-validation for classification problems

* For classification problems, we can compute the accuracy for each fold by calculating:
`\begin{align*}
  CV_K = \sum_{k = 1}^K \frac{n_k}{n} A_k 
\end{align*}`
where the terms are
    - `\(n:\)` The total number of observations in the dataset
    - `\(n_k:\)` The number of observations in the belonging to class `\(k\)`
    - `\(A_k:\)` The accuracy of the classifier in fold `\(k\)`
        - e.g. `\({\displaystyle A_k = \frac{1}{n_k}\sum_{i \in C_k}\mathbb{1}_{\left\{ \widehat{y_i} =  y_i \right\}}}\)`

---

## Repeated Cross validation

---

## Repeated cross validation properties

In general, repeated CV provides a less biased CV error estimate
* Repeated CV also gives you the variance of the CV error
* However, it comes with a computational cost
* Implemented in the `caret` package in R

---

## Dart board interpretation of bias & variance

.center[
<img src=https://github.com/usydstat5003/stat5003-graphics/blob/master/week6/bias-vs-variance-2.jpg?raw=true width="50%"/>
]

* https://medium.com/datadriveninvestor/bias-and-variance-in-machine-learning-51fdd38d1f86

---

## Example of CV procedure

Consider a problem where you have a high dimensional data set, all entirely numeric, and need dimension reduction to proceed.

* You decide to reduce the dimensions of the data and use the following CV procedure:

1. Compute correlation matrix, select the top 50 variables that have the highest correlation with the response.
2. Use these 50 variables as features and perform `\(K\)`-fold cross validation

---

## Issue with the previous slide

* Variable selection performed once using both the training and the test datasets
* Information can leak from the test to the training set
* Hence, the CV error estimate is likely to be biased.

* Ideally you shouldn't use the test data in any way in the training step.
    - If absolutely necessary some pre-processing on the features can be done so long as it doesn't involve the response variables.

---

## Corrected CV procedure

* Split the dataset into `\(K\)` folds
* For each `\(k = 1, 2, \ldots, K\)`
    - Determine the variables that correlate the best with the response using all the data except the data in fold `\(k\)`
    - Train your model using the selected variables above.
    - Run your classification algorithm and record accuracy against the test set.

---

## Other information leakage to check

* Other things you should not do once but do it within with CV loop
    - Feature selection
    - Hyperparameter optimization
    - Missing data imputation
* Another method is nested cross validation

---

## Nested cross validation

---

## Final model building

* The reason for doing cross-validation is to evaluate the
different models by estimating their performance on unseen
data
* Example. If you need to choose between kNN, LDA and logistic
regression and SVM, then you can run each of these classification
algorithms with cross-validation, and pick the one with the
highest CV accuracy
* But then, you can go back to use all the data to build a final
model

---

## Classification accuracy

* Overall classification accuracy:
* Disadvantages:
    - Makes no distinction about the type of errors being made. 
        - In spam filtering, the cost of erroneous deleting an important
email is likely to be higher than incorrectly allowing a spam
email past a filter.
    - Does not consider the natural frequencies of each class

---

## Confusion Matrix

<table class=" lightable-paper" style='font-family: "Arial Narrow", arial, helvetica, sans-serif; width: auto !important; margin-left: auto; margin-right: auto;'>
 <thead>
<tr>
<th style="empty-cells: hide;" colspan="1"></th>
<th style="padding-bottom:0; padding-left:3px;padding-right:3px;text-align: center; " colspan="2"><div style="border-bottom: 1px solid #00000020; padding-bottom: 5px; ">Actual</div></th>
</tr>
  <tr>
   <th style="text-align:left;">   </th>
   <th style="text-align:left;"> True </th>
   <th style="text-align:left;"> False </th>
  </tr>
 </thead>
<tbody>
  <tr grouplength="2"><td colspan="3" style="border-bottom: 1px solid #00000020;"><strong>Predicted</strong></td></tr>
<tr>
   <td style="text-align:left;font-weight: bold; padding-left:  2em;" indentlevel="2"> True </td>
   <td style="text-align:left;color: green !important;font-weight: bold;"> True Positive </td>
   <td style="text-align:left;color: red !important;font-weight: bold;"> False Positive </td>
  </tr>
  <tr>
   <td style="text-align:left;font-weight: bold; padding-left:  2em;" indentlevel="2"> False </td>
   <td style="text-align:left;color: red !important;font-weight: bold;"> False Negative </td>
   <td style="text-align:left;color: green !important;font-weight: bold;"> True Negative </td>
  </tr>
</tbody>
</table>
* True positive: Are positive class and predicted to be positive class
* False positive: Are negative class but predicted to be positive class
* False negative: Are positive class but predicted to be negative class
* True negative: Are negative class and predicted to be negative class

---

## Sensitivity and Specificity

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" width="75%" />
]
.columns-2[
.pull-right[
* Accuracy `\(= \frac{(TP + TN)}{(TP + FP + FN + TN)}\)`
* Sensitivity `\(= \frac{TP}{(TP + FN)} = \frac{TP}{P}\)`
* Specificity `\(= \frac{TN}{(TN + FP)} = \frac{TN}{N}\)`
]
.pull-right[
* Precision `\(= \frac{TP}{(TP + FP)}\)`
* Recall `\(= \frac{TP}{(TP + FN)} = \frac{TP}{P}\)`
* `\(F_1 = \frac{2 \text{ Precision }\times \text{ Recall}}{\text{ Precision }+ \text{ Recall}}\)` (Harmonic mean)
* GM `\(= \sqrt{ \text{ Precision }\times \text{ Recall}}\)` (Geometric mean)
]
]

---

## Receiver Operating Characteristics (ROC) curve

---

## Comparing ROC curves

---

class: segue-yellow
background-image: url("https://raw.githubusercontent.com/garthtarr/sydney_xaringan/master/assets/USydLogo.svg")
background-size: 20%
background-position: 95% 95%

# Bootstrap

---

## Bootstrap

* The bootstrap is a flexible and powerful statistical tool that can
be used to quantify the uncertainty associated with a given
estimator or statistical learning method.
*  For example, it can provide an estimate of the standard error
of a coefficient, or a confidence interval for that coefficient.

---

## Bootstrap resampling algorithm

* Essentially sampling with replacement

.center[
<img src="https://github.com/usydstat5003/stat5003-graphics/blob/master/week6/Bootstrap.jpg?raw=true" width="50%"/>
]

---

## Simple example

* Suppose that we wish to invest a fixed sum of money in two financial assets that yield returns of `\(X\)` and `\(Y\)` where `\(X\)` and `\(Y\)` are random quantities.
* The goal is to create a portfolio by investing fraction `\(\alpha\)` of our wealth in `\(X\)` and `\((1 − \alpha)\)` in `\(Y\)`.
* Want to choose to minimise the total risk of the investment. Mathematically this involves minimising `\(Var(\alpha X + (1 − \alpha) Y)\)`
* The solution to this problem (calculus) is,
`\begin{align}
  \alpha = \frac{\sigma^2_Y - \sigma_{XY}}{\sigma_X^2 + \sigma_Y^2 - 2\sigma_{XY}}
\end{align}`
    - where `\(\sigma_X^2 = Var(X)\)`, `\(\sigma_Y^2 = Var(Y)\)` and `\(\sigma_{XY} = Cov(X, Y)\)`

---

## Example

* The values of `\(\sigma_X^2\)`, `\(\sigma_Y^2\)` and `\(\sigma_{XY}\)` are unknown but estimates can be computed from the data.
* The estimate of `\(\alpha\)` that minimises the variance of the investment can then be computed with
`\begin{align}
  \widehat{\alpha} = \frac{\widehat{\sigma}^2_Y - \widehat{\sigma}_{XY}}{\widehat{\sigma}_X^2 + \widehat{\sigma}_Y^2 - 2\widehat{\sigma}_{XY}}
\end{align}`
* Suppose that `\(X\)` and `\(Y\)` can be sampled from the population
repeatedly
* To estimate the standard deviation of `\(\widehat{\alpha}\)`, paired observations `\((X, Y)\)` can be repeated simulated, say 100 pairs to get a single estimate of `\(\alpha\)`. Repeat this process to get 1,000 estimates for `\(\alpha\)`.
* Denote these estimates `\(\widehat{\alpha}_1, \widehat{\alpha}_2, \ldots, \widehat{\alpha}_{1000}\)`

---

## Bootstrap simulations

* Consider example with `\(\sigma_X^2 = 1\)`, `\(\sigma_Y^2 = 1.5\)` and `\(\sigma_{XY} = 0.5 \Rightarrow \alpha = 2/3\)`.

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* Each panel shows 100 simulated returns. From left to right, top
to bottom, the estimates for `\(\alpha\)` are 0.659, 0.683, 0.726, 0.68.

---

## Parameter estimates

* Consider the mean of all the parameter estimates
`\begin{align*}
  \overline{\widehat{\alpha}} = \frac{1}{1,000} \sum_{k = 1}^{1000} \widehat{\alpha_k} = 0.6662595
\end{align*}`
    - This is close to the true value of 0.6666667
* Estimate of the standard error using the standard deviation of all the estimates.
`\begin{align*}
  \sqrt{\frac{1}{1000 - 1} \sum_{k = 1}^{1000} \left( \widehat{\alpha_k} - \overline{\widehat{\alpha}}\right)^2} = 0.0760217
\end{align*}`
* This gives an intuitive description of the reliability of the estimator.
    - For a random sample the estimate would vary around the true value by 0.0760217

---

## Application in reality

* Cannot apply this directly in reality
    - cannot generate new observations from the population model.
* Bootstrap attempts to mimic this process
* Instead of sampling new independent observations from the population
    - Re-sample observations from the data _with replacement_
* Some observations appear more than once and some not at all

---

## Results bootstrap vs population

---

## References

James, G, D. Witten, T. Hastie, et al. (2013). _An introduction to
statistical learning_. Vol. 112. Springer.